"""
BreakPilot Compliance SDK - RAG Service

Retrieval-Augmented Generation service for legal document search and Q&A.
"""

import os
from contextlib import asynccontextmanager
from fastapi import FastAPI, HTTPException, UploadFile, File
from fastapi.middleware.cors import CORSMiddleware
from pydantic import BaseModel
from typing import List, Optional
import structlog

from rag.search import SearchService
from rag.assistant import AssistantService
from rag.documents import DocumentService
from config import Settings

# Configure logging
structlog.configure(
    processors=[
        structlog.processors.TimeStamper(fmt="iso"),
        structlog.processors.JSONRenderer()
    ]
)
logger = structlog.get_logger()

# Load settings
settings = Settings()

# Services
search_service: SearchService = None
assistant_service: AssistantService = None
document_service: DocumentService = None


@asynccontextmanager
async def lifespan(app: FastAPI):
    """Application lifespan handler."""
    global search_service, assistant_service, document_service

    logger.info("Starting RAG Service", version="0.0.1")

    # Initialize services
    search_service = SearchService(settings)
    assistant_service = AssistantService(settings)
    document_service = DocumentService(settings)

    # Initialize vector store with legal corpus
    await search_service.initialize()

    logger.info("RAG Service ready",
                regulations=len(search_service.regulations),
                total_chunks=search_service.total_chunks)

    yield

    logger.info("Shutting down RAG Service")


app = FastAPI(
    title="BreakPilot RAG Service",
    description="Legal document search and Q&A service",
    version="0.0.1",
    lifespan=lifespan
)

app.add_middleware(
    CORSMiddleware,
    allow_origins=["*"],
    allow_credentials=True,
    allow_methods=["*"],
    allow_headers=["*"],
)


# =============================================================================
# Models
# =============================================================================

class SearchRequest(BaseModel):
    query: str
    regulation_codes: Optional[List[str]] = None
    limit: int = 10
    min_score: float = 0.7


class SearchResult(BaseModel):
    content: str
    regulation_code: str
    article: Optional[str] = None
    paragraph: Optional[str] = None
    score: float
    metadata: dict = {}


class SearchResponse(BaseModel):
    query: str
    results: List[SearchResult]
    total: int


class AskRequest(BaseModel):
    question: str
    context: Optional[str] = None
    regulation_codes: Optional[List[str]] = None
    include_citations: bool = True


class Citation(BaseModel):
    regulation_code: str
    article: str
    text: str
    relevance: float


class AskResponse(BaseModel):
    question: str
    answer: str
    citations: List[Citation]
    confidence: float


class RegulationInfo(BaseModel):
    code: str
    name: str
    chunks: int
    last_updated: str


# =============================================================================
# Endpoints
# =============================================================================

@app.get("/health")
async def health():
    """Health check endpoint."""
    return {
        "status": "healthy",
        "service": "rag-service",
        "version": "0.0.1",
        "regulations": len(search_service.regulations) if search_service else 0
    }


@app.post("/api/v1/search", response_model=SearchResponse)
async def search(request: SearchRequest):
    """Perform semantic search across legal documents."""
    try:
        results = await search_service.search(
            query=request.query,
            regulation_codes=request.regulation_codes,
            limit=request.limit,
            min_score=request.min_score
        )

        return SearchResponse(
            query=request.query,
            results=[SearchResult(**r) for r in results],
            total=len(results)
        )
    except Exception as e:
        logger.error("Search failed", error=str(e))
        raise HTTPException(status_code=500, detail=str(e))


@app.post("/api/v1/ask", response_model=AskResponse)
async def ask(request: AskRequest):
    """Ask a question about legal requirements."""
    try:
        response = await assistant_service.ask(
            question=request.question,
            context=request.context,
            regulation_codes=request.regulation_codes,
            include_citations=request.include_citations
        )

        return AskResponse(
            question=request.question,
            answer=response["answer"],
            citations=[Citation(**c) for c in response.get("citations", [])],
            confidence=response.get("confidence", 0.9)
        )
    except Exception as e:
        logger.error("Ask failed", error=str(e))
        raise HTTPException(status_code=500, detail=str(e))


@app.get("/api/v1/regulations", response_model=List[RegulationInfo])
async def get_regulations():
    """Get list of available regulations."""
    return search_service.get_regulations()


@app.get("/api/v1/regulations/{code}")
async def get_regulation(code: str):
    """Get details of a specific regulation."""
    regulation = search_service.get_regulation(code)
    if not regulation:
        raise HTTPException(status_code=404, detail="Regulation not found")
    return regulation


@app.post("/api/v1/documents")
async def upload_document(
    file: UploadFile = File(...),
    regulation_code: Optional[str] = None
):
    """Upload a custom document for indexing."""
    try:
        result = await document_service.process_upload(
            file=file,
            regulation_code=regulation_code
        )
        return {
            "id": result["id"],
            "filename": file.filename,
            "chunks": result["chunks"],
            "status": "INDEXED"
        }
    except Exception as e:
        logger.error("Document upload failed", error=str(e))
        raise HTTPException(status_code=500, detail=str(e))


@app.delete("/api/v1/documents/{document_id}")
async def delete_document(document_id: str):
    """Delete a custom document."""
    try:
        await document_service.delete(document_id)
        return {"status": "deleted", "id": document_id}
    except Exception as e:
        logger.error("Document deletion failed", error=str(e))
        raise HTTPException(status_code=500, detail=str(e))


if __name__ == "__main__":
    import uvicorn
    uvicorn.run(
        "main:app",
        host="0.0.0.0",
        port=int(os.getenv("PORT", "8082")),
        reload=os.getenv("ENVIRONMENT") != "production"
    )